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The significantly expanded and updated new edition of a widely used text on reinforcement learning, one of the most active research areas in artificial intelligence. Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives while interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the field's key ideas and algorithms. This second edition has been significantly expanded and updated, presenting new topics and updating coverage of other topics. Like the first edition, this second edition focuses on core online learning algorithms, with the more mathematical material set off in shaded boxes. Part I covers as much of reinforcement learning as possible without going beyond the tabular case for which exact solutions can be found. Many algorithms presented in this part are new to the second edition, including UCB, Expected Sarsa, and Double Learning. Part II extends these ideas to function approximation, with new sections on such topics as artificial neural networks and the Fourier basis, and offers expanded treatment of off-policy learning and policy-gradient methods. Part III has new chapters on reinforcement learning's relationships to psychology and neuroscience, as well as an updated case-studies chapter including AlphaGo and AlphaGo Zero, Atari game playing, and IBM Watson's wagering strategy. The final chapter discusses the future societal impacts of reinforcement learning.
Food safety awareness is at an all time high, new and emerging threats to the food supply are being recognized, and consumers are eating more and more meals prepared outside of the home. Accordingly, retail and foodservice establishments, as well as food producers at all levels of the food production chain, have a growing responsibility to ensure that proper food safety and sanitation practices are followed, thereby, safeguarding the health of their guests and customers. Achieving food safety success in this changing environment requires going beyond traditional training, testing, and inspectional approaches to managing risks. It requires a better understanding of organizational culture and the human dimensions of food safety. To improve the food safety performance of a retail or foodservice establishment, an organization with thousands of employees, or a local community, you must change the way people do things. You must change their behavior. In fact, simply put, food safety equals behavior. When viewed from these lenses, one of the most common contributing causes of food borne disease is unsafe behavior (such as improper hand washing, cross-contamination, or undercooking food). Thus, to improve food safety, we need to better integrate food science with behavioral science and use a systems-based approach to managing food safety risk. The importance of organizational culture, human behavior, and systems thinking is well documented in the occupational safety and health fields. However, significant contributions to the scientific literature on these topics are noticeably absent in the field of food safety.
"Gordon Parks's spectacular rise from poverty, personal hardships, and outright racism is astounding and inspiring." --from the foreword by Wing Young Huie
Current trends in population growth hint that global food production is unlikely to gratify future demands under predicted climate change scenarios unless the rates of crop improvement are accelerated. Crop production faces numerous challenges, due to changing environmental conditions and evolving needs for new plant-derived materials. These challenges come at a time when the plant sciences are witnessing remarkable progress in understanding fundamental processes of plant growth and development. Drought, heat, cold and salinity are among the major abiotic stresses that often cause a series of morphological, physiological, biochemical and molecular alterations which adversely affect plant growth, development and productivity, consequently posing a serious challenge for sustainable food production in large parts of the world, particularly in emerging countries. This emphasizes the urgency of finding better ways to translate new advances in plant science into concrete successes in agricultural production. To overcome the pessimistic influence of abiotic stresses and to maintain the food security in the face of these challenges, new, improved and tolerant crop varieties, contemporary breeding techniques, and cavernous understanding of the mechanisms that counteract detrimental climate changes are indubitably needed to sustain the requisite food supply. In this context, Improvement of Crops in the Era of Climatic Changes, Volume 1 provides a state-of-the-art guide to recent developments that aid in the understanding of plant responses to abiotic stresses and lead to new horizons vis-à-vis prime strategies for translating current research into applied solutions to create strong yields and overall crop improvement under such unfavourable environments. Written by a diverse group of internationally famed scholars, Improvement of Crops in the Era of Climatic Changes, Volume 1 is a brief yet all-inclusive resource that is immensely advantageous for researchers, students, environmentalists, soil scientists, professionals, and many others in the quest of advancement in this flourishing field of research.
Anagram Solver is the essential guide to cracking all types of quiz and crossword featuring anagrams. Containing over 200,000 words and phrases, Anagram Solver includes plural noun forms, palindromes, idioms, first names and all parts of speech. Anagrams are grouped by the number of letters they contain with the letters set out in alphabetical order so that once the letters of an anagram are arranged alphabetically, finding the solution is as easy as locating the word in a dictionary.
Ben Brooksby is a fifth-generation farmer from St Helens Plains in western Victoria. When he was younger, he struggled with anxiety and other mental health issues, as do so many others in rural communities. A simple social media post helped him to turn things around. After he shared a photo on Instagram showing himself naked in a truck full of lentils, he received a huge response, with other farmers wanting to share their own photos - and their stories. As the Naked Farmer movement grew, Ben met people from all around the country who wanted to get naked for mental health. As they got their kits off, they also opened up about their struggles. This is a heartwarming, moving and candid collection of stories of the challenges our farmers are facing, and the way these communities are banding together in response. Proudly supporting the Royal Flying Doctors Mental Health Service
Business Strategies for Sustainability brings together important research contributions that demonstrate different approaches to business strategies for sustainability. Many corporate initiatives toward what firms perceive to be sustainability are simply efficiency drives or competitive moves – falling far short of actual strategies for ecological sustainability. To suggest true ecological sustainability strategies, this new research anthology adopts an interdisciplinary, or transdisciplinary, approach to discern what business strategies might look like if they were underpinned by environmental and ecological science. The 23 chapters in this anthology reflect five main topic sections: (a) delineating sustainability challenges and visions; (b) contradiction, integration and transformation of business and sustainability logics; (c) innovating and developing strategic capabilities for sustainability; (d) assessing and valuing sustainability; and (e) toward multi-level engagement and collaboration.
Selected as a Doody's Core Title for 2022! Grabb and Smith's Plastic Surgery, Eighth edition, offers a comprehensive resource to the field for plastic surgery residents and medical students with an interest in professional practice, as well as established plastic surgeons who want to received updated knowledge in this specialty. Accurately drawn illustrations, key points and review questions help you develop a deeper understanding of basic principles and prepare effectively for the In-Training Exam (ITE) and other certification exams. Covers comprehensive plastic surgery knowledge and includes procedural sketches in a clear but succinct style. Features key points--at the beginning of each chapter--emphasizing topics you will find on the In-Training Exam (ITE) and board certification exam. Chapters close with review questions to ensure thorough comprehension of content and a list of references highlighting the most important papers. Designed for fast, accurate comprehension of material: bulleted lists and tables scattered throughout, concise and to-the-point text, and numerous illustrations. Ideal for plastic surgery residents and medical students interested in professional surgical practice. Serve as a reference resource for practicing plastic surgeons to refresh knowledge and to enhance competency in various topics. Enrich Your Ebook Reading Experience Read directly on your preferred device(s), such as computer, tablet, or smartphone. Easily convert to audiobook, powering your content with natural language text-to-speech.